Jobs on the list included those with a baseline salary of at least $75,000, at least 20 job postings per million, and jobs with the largest increase in the number of postings on Indeed between 2015 and 2018.

Machine Learning Engineer edged up to the #1 slot, up from #4 last year, giving a nod toward increased use of AI.

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Erin Geiger is a seasoned Content, Editorial, and Product Engagement professional with two decades of experience creating content as well as overall content direction and strategy. Her background stems from a variety of online verticals ranging from start-ups to Fortune 500 corporations.